{"id":"W4293069314","doi":"10.4000/vertigo.36164","title":"Étude des modes d’approvisionnement en eau potable et des stratégies de réhabilitation des points d’eau modernes ruraux en zone tropicale humide : cas de la Commune de Mvangan au Cameroun","year":2022,"lang":"fr","type":"article","venue":"VertigO","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Forestry; Political science; Humanities; Geography; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001706667,0.0003694688,0.0004010693,0.00008915817,0.002231884,0.0002632361,0.0007356931,0.0002408804,0.0003418163],"category_scores_gemma":[0.0005738263,0.0003780221,0.0001949621,0.0004170494,0.001851458,0.001055261,0.0003815148,0.0006490187,0.00001143451],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003954174,"about_ca_system_score_gemma":0.0009697088,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.15857,"about_ca_topic_score_gemma":0.06992911,"domain_scores_codex":[0.9942412,0.003043971,0.000468283,0.0004321014,0.0006400615,0.001174428],"domain_scores_gemma":[0.998234,0.0008144646,0.0001835378,0.0003744912,0.0001214283,0.0002720483],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001771455,0.0005833957,0.326608,0.0003581474,0.0001626579,0.00004084854,0.5315676,0.06420698,0.01954522,0.0381274,0.001118146,0.01750448],"study_design_scores_gemma":[0.001071521,0.0006351104,0.5863462,0.0002797947,0.0001565618,0.000055753,0.1411705,0.008642932,0.0100012,0.2407563,0.01023192,0.0006521492],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9688443,0.003527598,0.02247452,0.003168263,0.0002066802,0.0003519295,0.0001116272,0.0001024083,0.001212664],"genre_scores_gemma":[0.9552954,0.001969089,0.0407784,0.0003881264,0.0002350945,0.0001308175,0.00002581742,0.00005087574,0.00112634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3903971,"threshold_uncertainty_score":0.9998695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01432745630061258,"score_gpt":0.2844982885430336,"score_spread":0.2701708322424211,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}